plot and get values for captcha attemps
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Authored by Ladsgroup on Jan 23 2024, 11:50 PM.

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	F41711790: plot and get values for captcha attemps
	Jan 23 2024, 11:50 PM

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	import json
	from collections import defaultdict
	import matplotlib.pyplot as plt
	with open('success.json', 'r') as f:
	success = json.load(f)
	with open('fail.json', 'r') as f:
	fail = json.load(f)

	wikis = defaultdict(dict)
	for bucket in success['aggregations']['2']['buckets']:
	wikis[bucket['key']]['success'] = bucket['doc_count']

	for bucket in fail['aggregations']['2']['buckets']:
	wikis[bucket['key']]['fail'] = bucket['doc_count']

	for wiki in wikis:
	wikis[wiki]['fail_ratio'] = wikis[wiki].get('fail', 0) / (wikis[wiki].get('fail', 0) + wikis[wiki].get('success', 0))

	xs = []
	ys = []
	prev = 0
	for case in sorted(wikis.items(), key=lambda i: i[1]['fail_ratio']):
	prev += case[1].get('fail', 0) + case[1].get('success', 0)
	xs.append(prev)
	ys.append(case[1]['fail_ratio']*100)
	if (case[1].get('fail', 0) + case[1].get('success', 0)) > 500:
	print('\|' + case[0] + '\|' + str(round(case[1]['fail_ratio']*100, 1)) + '%')

	fig, ax = plt.subplots()

	ax.plot(xs, ys, 'o', linewidth=2.0)
	ax.set_xlabel('cumulative captcha attempts')
	ax.set_ylabel('Failure rate (%)')
	plt.grid(True)

	plt.show()

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